Kourtney Kardashian Scott Disick back together
Kourtney Kardashian and Scott Disick sparked rumors they're back together after they were spotted furniture shopping. Pictured: Kardashian at Brian Bowen Smith's Wildlife show, Oct. 23, 2014, in West Hollywood, California. Getty Images

Kourtney Kardashian and her ex-boyfriend Scott Disick have been spending quite a bit of time together. Shortly after grabbing lunch Wednesday, the pair was seen furniture shopping on Black Friday in Beverly Hills.

A TMZ photographer caught the pair, who split in July, walking around RH Modern on Friday. Scott ignored paparazzi and was seen walking ahead of Kourtney and their 5-year-old son, Mason, inside the store, but they both left in the same car.

Kourtney and Scott's outing comes just a few days after they were photographed grabbing lunch together in Calabasas without their three kids. As previously reported, they were also seen a few weeks ago at a Malibu house party to support the celebrity Rev. Rich Wilkerson Jr.'s new book.

People magazine reported the 36-year-old "Keeping Up With the Kardashians" star is slowly "starting to trust [Scott] more," but the duo hasn't talked about reconciling their relationship.

"Scott is doing well and seems very happy,” a source told People. “He is committed to staying sober. He is happy to get his life back in order and is focused on being the best dad for the kids.”

Kourtney and Scott dated on and off for 10 years before their breakup in July, following scandalous photos of the 32-year-old businessman getting close to his ex-girlfriend.

Scott checked into Cliffside Malibu rehab center in October for alcohol addiction. His stint in rehab came in the wake of the hospitalization of Khloe Kardashian's estranged husband, Lamar Odom, following a drug binge at a legal Nevada brothel.